{"id":"W4400391707","doi":"10.37213/cjal.2024.33259","title":"Developing and validating a post-admission screening-diagnostic assessment procedure to offer language support in diploma programs","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Applied Linguistics","topic":"Second Language Acquisition and Learning","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; British Columbia Institute of Technology","funders":"","keywords":"Vocabulary; Language assessment; Medical education; Computer science; Psychology; Medicine; Pedagogy; Linguistics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005020989,0.0001620361,0.000231857,0.0005481584,0.00009488635,0.0002049215,0.0001464561,0.0001121851,0.001746659],"category_scores_gemma":[0.001505793,0.0001532564,0.00004084353,0.0003330839,0.00003200056,0.00001973091,0.00002068393,0.0005287592,0.000025149],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001537733,"about_ca_system_score_gemma":0.001054904,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004612076,"about_ca_topic_score_gemma":0.00132304,"domain_scores_codex":[0.9987279,0.00004052085,0.0004488326,0.0002340809,0.0001561525,0.00039254],"domain_scores_gemma":[0.9987649,0.0002600932,0.000108624,0.0001161033,0.0001546741,0.0005955761],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002456218,0.0001509689,0.02455754,0.001151741,0.000534329,0.05632696,0.2506318,0.0004406254,0.001700354,0.1865953,0.0103544,0.4673103],"study_design_scores_gemma":[0.004142217,0.00214855,0.132668,0.006902209,0.0004503053,0.004100734,0.1657721,0.0009306734,0.0007937533,0.002151327,0.6774656,0.002474487],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9509145,0.003363498,0.003750363,0.001273256,0.002485606,0.000759142,0.0000328649,0.00007888784,0.0373419],"genre_scores_gemma":[0.9842793,0.00000187995,0.01221605,0.00246184,0.0007735245,0.00001402233,0.00003105768,0.00004185629,0.0001804742],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6671112,"threshold_uncertainty_score":0.9991659,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0212590534158082,"score_gpt":0.3386615742575759,"score_spread":0.3174025208417677,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}